Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 3376 |
| Missing cells | 4298 |
| Missing cells (%) | 5.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 633.1 KiB |
| Average record size in memory | 192.0 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 19 |
NumberofBuildings is highly overall correlated with Outlier | High correlation |
PropertyGFATotal is highly overall correlated with PropertyGFABuilding(s) and 5 other fields | High correlation |
PropertyGFAParking is highly overall correlated with Outlier | High correlation |
PropertyGFABuilding(s) is highly overall correlated with PropertyGFATotal and 5 other fields | High correlation |
ENERGYSTARScore is highly overall correlated with SourceEUI(kBtu/sf) and 2 other fields | High correlation |
SiteEUI(kBtu/sf) is highly overall correlated with SiteEUIWN(kBtu/sf) and 9 other fields | High correlation |
SiteEUIWN(kBtu/sf) is highly overall correlated with SiteEUI(kBtu/sf) and 8 other fields | High correlation |
SourceEUI(kBtu/sf) is highly overall correlated with ENERGYSTARScore and 7 other fields | High correlation |
SourceEUIWN(kBtu/sf) is highly overall correlated with ENERGYSTARScore and 7 other fields | High correlation |
SiteEnergyUse(kBtu) is highly overall correlated with PropertyGFATotal and 11 other fields | High correlation |
SiteEnergyUseWN(kBtu) is highly overall correlated with PropertyGFATotal and 11 other fields | High correlation |
SteamUse(kBtu) is highly overall correlated with Outlier | High correlation |
Electricity(kBtu) is highly overall correlated with PropertyGFATotal and 8 other fields | High correlation |
NaturalGas(kBtu) is highly overall correlated with SiteEUI(kBtu/sf) and 6 other fields | High correlation |
TotalGHGEmissions is highly overall correlated with PropertyGFATotal and 9 other fields | High correlation |
GHGEmissionsIntensity is highly overall correlated with SiteEUI(kBtu/sf) and 6 other fields | High correlation |
BuildingType is highly overall correlated with PrimaryPropertyType | High correlation |
PrimaryPropertyType is highly overall correlated with BuildingType | High correlation |
Outlier is highly overall correlated with NumberofBuildings and 15 other fields | High correlation |
ComplianceStatus is highly imbalanced (83.1%) | Imbalance |
ENERGYSTARScore has 843 (25.0%) missing values | Missing |
Outlier has 3344 (99.1%) missing values | Missing |
NumberofBuildings is highly skewed (γ1 = 43.39499472) | Skewed |
PropertyGFATotal is highly skewed (γ1 = 24.12940742) | Skewed |
PropertyGFABuilding(s) is highly skewed (γ1 = 27.62439064) | Skewed |
SiteEnergyUse(kBtu) is highly skewed (γ1 = 24.84197927) | Skewed |
SteamUse(kBtu) is highly skewed (γ1 = 26.72088824) | Skewed |
Electricity(kBtu) is highly skewed (γ1 = 28.72846389) | Skewed |
NaturalGas(kBtu) is highly skewed (γ1 = 30.03889028) | Skewed |
NumberofBuildings has 92 (2.7%) zeros | Zeros |
PropertyGFAParking has 2872 (85.1%) zeros | Zeros |
SourceEUIWN(kBtu/sf) has 36 (1.1%) zeros | Zeros |
SteamUse(kBtu) has 3237 (95.9%) zeros | Zeros |
NaturalGas(kBtu) has 1258 (37.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-09 08:22:14.804463 |
|---|---|
| Analysis finished | 2023-06-09 08:25:18.087004 |
| Duration | 3 minutes and 3.28 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
BuildingType
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.5 KiB |
| nonresidential | |
|---|---|
| multifamily lr (1-4) | |
| multifamily mr (5-9) | |
| multifamily hr (10+) | 110 |
| sps-district k-12 | 98 |
| Other values (3) | 110 |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 17.167358 |
| Min length | 6 |
Characters and Unicode
| Total characters | 57957 |
|---|---|
| Distinct characters | 30 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | nonresidential |
|---|---|
| 2nd row | nonresidential |
| 3rd row | nonresidential |
| 4th row | nonresidential |
| 5th row | nonresidential |
Common Values
| Value | Count | Frequency (%) |
| nonresidential | 1460 | |
| multifamily lr (1-4) | 1018 | |
| multifamily mr (5-9) | 580 | 17.2% |
| multifamily hr (10+) | 110 | 3.3% |
| sps-district k-12 | 98 | 2.9% |
| nonresidential cos | 85 | 2.5% |
| campus | 24 | 0.7% |
| nonresidential wa | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| multifamily | 1708 | |
| nonresidential | 1546 | |
| lr | 1018 | |
| 1-4 | 1018 | |
| mr | 580 | 8.3% |
| 5-9 | 580 | 8.3% |
| hr | 110 | 1.6% |
| 10 | 110 | 1.6% |
| sps-district | 98 | 1.4% |
| k-12 | 98 | 1.4% |
| Other values (3) | 110 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 6704 | 11.6% |
| l | 5980 | 10.3% |
| n | 4638 | 8.0% |
| m | 4020 | 6.9% |
| 3600 | 6.2% | |
| t | 3450 | 6.0% |
| r | 3352 | 5.8% |
| a | 3279 | 5.7% |
| e | 3092 | 5.3% |
| s | 1949 | 3.4% |
| Other values (20) | 17893 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 45425 | |
| Decimal Number | 3612 | 6.2% |
| Space Separator | 3600 | 6.2% |
| Dash Punctuation | 1794 | 3.1% |
| Close Punctuation | 1708 | 2.9% |
| Open Punctuation | 1708 | 2.9% |
| Math Symbol | 110 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 6704 | |
| l | 5980 | |
| n | 4638 | |
| m | 4020 | |
| t | 3450 | |
| r | 3352 | |
| a | 3279 | |
| e | 3092 | |
| s | 1949 | 4.3% |
| u | 1732 | 3.8% |
| Other values (9) | 7229 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1226 | |
| 4 | 1018 | |
| 5 | 580 | |
| 9 | 580 | |
| 0 | 110 | 3.0% |
| 2 | 98 | 2.7% |
Space Separator
| Value | Count | Frequency (%) |
| 3600 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1794 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 1708 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 1708 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 110 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 45425 | |
| Common | 12532 | 21.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 6704 | |
| l | 5980 | |
| n | 4638 | |
| m | 4020 | |
| t | 3450 | |
| r | 3352 | |
| a | 3279 | |
| e | 3092 | |
| s | 1949 | 4.3% |
| u | 1732 | 3.8% |
| Other values (9) | 7229 |
Common
| Value | Count | Frequency (%) |
| 3600 | ||
| - | 1794 | |
| ) | 1708 | |
| ( | 1708 | |
| 1 | 1226 | 9.8% |
| 4 | 1018 | 8.1% |
| 5 | 580 | 4.6% |
| 9 | 580 | 4.6% |
| 0 | 110 | 0.9% |
| + | 110 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57957 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 6704 | 11.6% |
| l | 5980 | 10.3% |
| n | 4638 | 8.0% |
| m | 4020 | 6.9% |
| 3600 | 6.2% | |
| t | 3450 | 6.0% |
| r | 3352 | 5.8% |
| a | 3279 | 5.7% |
| e | 3092 | 5.3% |
| s | 1949 | 3.4% |
| Other values (20) | 17893 |
PrimaryPropertyType
Categorical
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.5 KiB |
| low-rise multifamily | |
|---|---|
| mid-rise multifamily | |
| small- and mid-sized office | |
| other | |
| warehouse | |
| Other values (19) |
Length
| Max length | 27 |
|---|---|
| Median length | 22 |
| Mean length | 17.189277 |
| Min length | 5 |
Characters and Unicode
| Total characters | 58031 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | hotel |
|---|---|
| 2nd row | hotel |
| 3rd row | hotel |
| 4th row | hotel |
| 5th row | hotel |
Common Values
| Value | Count | Frequency (%) |
| low-rise multifamily | 987 | |
| mid-rise multifamily | 564 | |
| small- and mid-sized office | 293 | 8.7% |
| other | 256 | 7.6% |
| warehouse | 187 | 5.5% |
| large office | 173 | 5.1% |
| k-12 school | 139 | 4.1% |
| mixed use property | 133 | 3.9% |
| high-rise multifamily | 105 | 3.1% |
| retail store | 91 | 2.7% |
| Other values (14) | 448 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| multifamily | 1656 | |
| low-rise | 987 | |
| mid-rise | 564 | 8.0% |
| office | 508 | 7.2% |
| small | 293 | 4.2% |
| and | 293 | 4.2% |
| mid-sized | 293 | 4.2% |
| other | 256 | 3.6% |
| warehouse | 199 | 2.8% |
| large | 173 | 2.5% |
| Other values (28) | 1794 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 7607 | |
| l | 5597 | 9.6% |
| m | 4764 | 8.2% |
| e | 4535 | 7.8% |
| 3640 | 6.3% | |
| r | 3355 | 5.8% |
| s | 3179 | 5.5% |
| a | 3045 | 5.2% |
| o | 2881 | 5.0% |
| f | 2811 | 4.8% |
| Other values (19) | 16617 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 51664 | |
| Space Separator | 3640 | 6.3% |
| Dash Punctuation | 2409 | 4.2% |
| Decimal Number | 278 | 0.5% |
| Other Punctuation | 40 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 7607 | |
| l | 5597 | |
| m | 4764 | |
| e | 4535 | |
| r | 3355 | 6.5% |
| s | 3179 | 6.2% |
| a | 3045 | 5.9% |
| o | 2881 | 5.6% |
| f | 2811 | 5.4% |
| t | 2796 | 5.4% |
| Other values (14) | 11094 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 139 | |
| 2 | 139 |
Space Separator
| Value | Count | Frequency (%) |
| 3640 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2409 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 40 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 51664 | |
| Common | 6367 | 11.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 7607 | |
| l | 5597 | |
| m | 4764 | |
| e | 4535 | |
| r | 3355 | 6.5% |
| s | 3179 | 6.2% |
| a | 3045 | 5.9% |
| o | 2881 | 5.6% |
| f | 2811 | 5.4% |
| t | 2796 | 5.4% |
| Other values (14) | 11094 |
Common
| Value | Count | Frequency (%) |
| 3640 | ||
| - | 2409 | |
| 1 | 139 | 2.2% |
| 2 | 139 | 2.2% |
| / | 40 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58031 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 7607 | |
| l | 5597 | 9.6% |
| m | 4764 | 8.2% |
| e | 4535 | 7.8% |
| 3640 | 6.3% | |
| r | 3355 | 5.8% |
| s | 3179 | 5.5% |
| a | 3045 | 5.2% |
| o | 2881 | 5.0% |
| f | 2811 | 4.8% |
| Other values (19) | 16617 |
ZipCode
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 16 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98116.949 |
| Minimum | 98006 |
|---|---|
| Maximum | 98272 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 98006 |
|---|---|
| 5-th percentile | 98101 |
| Q1 | 98105 |
| median | 98115 |
| Q3 | 98122 |
| 95-th percentile | 98144 |
| Maximum | 98272 |
| Range | 266 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 18.615205 |
|---|---|
| Coefficient of variation (CV) | 0.00018972466 |
| Kurtosis | 10.492965 |
| Mean | 98116.949 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.9996622 |
| Sum | 3.2967295 × 108 |
| Variance | 346.52584 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98109 | 294 | 8.7% |
| 98104 | 251 | 7.4% |
| 98122 | 243 | 7.2% |
| 98101 | 230 | 6.8% |
| 98105 | 191 | 5.7% |
| 98134 | 186 | 5.5% |
| 98121 | 186 | 5.5% |
| 98102 | 169 | 5.0% |
| 98119 | 167 | 4.9% |
| 98103 | 161 | 4.8% |
| Other values (45) | 1282 |
| Value | Count | Frequency (%) |
| 98006 | 1 | |
| 98011 | 1 | |
| 98012 | 1 | |
| 98013 | 2 | |
| 98020 | 1 | |
| 98028 | 1 | |
| 98033 | 1 | |
| 98040 | 1 | |
| 98053 | 1 | |
| 98070 | 1 |
| Value | Count | Frequency (%) |
| 98272 | 1 | < 0.1% |
| 98204 | 1 | < 0.1% |
| 98199 | 70 | |
| 98198 | 1 | < 0.1% |
| 98195 | 10 | 0.3% |
| 98191 | 1 | < 0.1% |
| 98185 | 1 | < 0.1% |
| 98181 | 1 | < 0.1% |
| 98178 | 4 | 0.1% |
| 98177 | 2 | 0.1% |
Neighborhood
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.5 KiB |
| downtown | |
|---|---|
| east | |
| magnolia / queen anne | |
| greater duwamish | |
| northeast | |
| Other values (9) |
Length
| Max length | 22 |
|---|---|
| Median length | 16 |
| Mean length | 10.11404 |
| Min length | 4 |
Characters and Unicode
| Total characters | 34145 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | downtown |
|---|---|
| 2nd row | downtown |
| 3rd row | downtown |
| 4th row | downtown |
| 5th row | downtown |
Common Values
| Value | Count | Frequency (%) |
| downtown | 573 | |
| east | 453 | |
| magnolia / queen anne | 423 | |
| greater duwamish | 375 | |
| northeast | 280 | |
| lake union | 251 | |
| northwest | 221 | 6.5% |
| north | 187 | 5.5% |
| southwest | 166 | 4.9% |
| central | 134 | 4.0% |
| Other values (4) | 313 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| downtown | 573 | |
| east | 453 | 8.6% |
| magnolia | 423 | 8.0% |
| 423 | 8.0% | |
| queen | 423 | 8.0% |
| anne | 423 | 8.0% |
| greater | 375 | 7.1% |
| duwamish | 375 | 7.1% |
| northeast | 280 | 5.3% |
| union | 251 | 4.8% |
| Other values (9) | 1273 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 4163 | |
| e | 3790 | |
| a | 3498 | |
| t | 3246 | |
| o | 2772 | 8.1% |
| w | 1908 | 5.6% |
| 1896 | 5.6% | |
| s | 1852 | 5.4% |
| r | 1791 | 5.2% |
| h | 1326 | 3.9% |
| Other values (11) | 7903 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31826 | |
| Space Separator | 1896 | 5.6% |
| Other Punctuation | 423 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 4163 | |
| e | 3790 | |
| a | 3498 | |
| t | 3246 | |
| o | 2772 | |
| w | 1908 | 6.0% |
| s | 1852 | 5.8% |
| r | 1791 | 5.6% |
| h | 1326 | 4.2% |
| u | 1310 | 4.1% |
| Other values (9) | 6170 |
Space Separator
| Value | Count | Frequency (%) |
| 1896 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 423 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 31826 | |
| Common | 2319 | 6.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 4163 | |
| e | 3790 | |
| a | 3498 | |
| t | 3246 | |
| o | 2772 | |
| w | 1908 | 6.0% |
| s | 1852 | 5.8% |
| r | 1791 | 5.6% |
| h | 1326 | 4.2% |
| u | 1310 | 4.1% |
| Other values (9) | 6170 |
Common
| Value | Count | Frequency (%) |
| 1896 | ||
| / | 423 | 18.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 34145 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 4163 | |
| e | 3790 | |
| a | 3498 | |
| t | 3246 | |
| o | 2772 | 8.1% |
| w | 1908 | 5.6% |
| 1896 | 5.6% | |
| s | 1852 | 5.4% |
| r | 1791 | 5.2% |
| h | 1326 | 3.9% |
| Other values (11) | 7903 |
YearBuilt
Real number (ℝ)
| Distinct | 113 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1968.5732 |
| Minimum | 1900 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1908 |
| Q1 | 1948 |
| median | 1975 |
| Q3 | 1997 |
| 95-th percentile | 2012 |
| Maximum | 2015 |
| Range | 115 |
| Interquartile range (IQR) | 49 |
Descriptive statistics
| Standard deviation | 33.088156 |
|---|---|
| Coefficient of variation (CV) | 0.016808192 |
| Kurtosis | -0.87134177 |
| Mean | 1968.5732 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | -0.53944456 |
| Sum | 6645903 |
| Variance | 1094.8261 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2000 | 72 | 2.1% |
| 2014 | 67 | 2.0% |
| 1989 | 67 | 2.0% |
| 2008 | 66 | 2.0% |
| 1988 | 64 | 1.9% |
| 1999 | 64 | 1.9% |
| 1968 | 63 | 1.9% |
| 1990 | 60 | 1.8% |
| 2001 | 60 | 1.8% |
| 2002 | 59 | 1.7% |
| Other values (103) | 2734 |
| Value | Count | Frequency (%) |
| 1900 | 55 | |
| 1901 | 8 | 0.2% |
| 1902 | 11 | 0.3% |
| 1903 | 4 | 0.1% |
| 1904 | 15 | 0.4% |
| 1905 | 9 | 0.3% |
| 1906 | 19 | 0.6% |
| 1907 | 31 | |
| 1908 | 27 | |
| 1909 | 32 |
| Value | Count | Frequency (%) |
| 2015 | 37 | |
| 2014 | 67 | |
| 2013 | 51 | |
| 2012 | 35 | |
| 2011 | 15 | 0.4% |
| 2010 | 24 | 0.7% |
| 2009 | 41 | |
| 2008 | 66 | |
| 2007 | 42 | |
| 2006 | 45 |
NumberofBuildings
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 8 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1068884 |
| Minimum | 0 |
|---|---|
| Maximum | 111 |
| Zeros | 92 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 111 |
| Range | 111 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.1084018 |
|---|---|
| Coefficient of variation (CV) | 1.9048007 |
| Kurtosis | 2205.2962 |
| Mean | 1.1068884 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 43.394995 |
| Sum | 3728 |
| Variance | 4.4453579 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 1 | 3175 | |
| 0 | 92 | 2.7% |
| 2 | 37 | 1.1% |
| 3 | 22 | 0.7% |
| 4 | 12 | 0.4% |
| 5 | 10 | 0.3% |
| 6 | 5 | 0.1% |
| 8 | 3 | 0.1% |
| 10 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| Other values (7) | 8 | 0.2% |
| (Missing) | 8 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 92 | 2.7% |
| 1 | 3175 | |
| 2 | 37 | 1.1% |
| 3 | 22 | 0.7% |
| 4 | 12 | 0.4% |
| 5 | 10 | 0.3% |
| 6 | 5 | 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 3 | 0.1% |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 14 | 2 | |
| 11 | 1 | < 0.1% |
| 10 | 2 | |
| 9 | 2 | |
| 8 | 3 | |
| 7 | 1 | < 0.1% |
NumberofFloors
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7091232 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 16 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 12 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 5.4944648 |
|---|---|
| Coefficient of variation (CV) | 1.1667702 |
| Kurtosis | 55.950645 |
| Mean | 4.7091232 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.9223397 |
| Sum | 15898 |
| Variance | 30.189143 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 692 | |
| 3 | 692 | |
| 1 | 466 | |
| 2 | 439 | |
| 6 | 306 | |
| 5 | 295 | |
| 7 | 148 | 4.4% |
| 8 | 64 | 1.9% |
| 10 | 32 | 0.9% |
| 11 | 32 | 0.9% |
| Other values (40) | 210 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 16 | 0.5% |
| 1 | 466 | |
| 2 | 439 | |
| 3 | 692 | |
| 4 | 692 | |
| 5 | 295 | |
| 6 | 306 | |
| 7 | 148 | 4.4% |
| 8 | 64 | 1.9% |
| 9 | 18 | 0.5% |
| Value | Count | Frequency (%) |
| 99 | 1 | < 0.1% |
| 76 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 42 | 6 | |
| 41 | 3 |
PropertyGFATotal
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 3195 |
|---|---|
| Distinct (%) | 94.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94833.537 |
| Minimum | 11285 |
|---|---|
| Maximum | 9320156 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 11285 |
|---|---|
| 5-th percentile | 21291.5 |
| Q1 | 28487 |
| median | 44175 |
| Q3 | 90992 |
| 95-th percentile | 320096 |
| Maximum | 9320156 |
| Range | 9308871 |
| Interquartile range (IQR) | 62505 |
Descriptive statistics
| Standard deviation | 218837.61 |
|---|---|
| Coefficient of variation (CV) | 2.3075972 |
| Kurtosis | 946.23949 |
| Mean | 94833.537 |
| Median Absolute Deviation (MAD) | 19739.5 |
| Skewness | 24.129407 |
| Sum | 3.2015802 × 108 |
| Variance | 4.7889898 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36000 | 9 | 0.3% |
| 25920 | 8 | 0.2% |
| 28800 | 7 | 0.2% |
| 21600 | 7 | 0.2% |
| 24000 | 6 | 0.2% |
| 22320 | 4 | 0.1% |
| 30720 | 4 | 0.1% |
| 30240 | 4 | 0.1% |
| 43380 | 3 | 0.1% |
| 31900 | 3 | 0.1% |
| Other values (3185) | 3321 |
| Value | Count | Frequency (%) |
| 11285 | 1 | |
| 11685 | 1 | |
| 11968 | 1 | |
| 12294 | 1 | |
| 12769 | 1 | |
| 13157 | 1 | |
| 13661 | 1 | |
| 14101 | 1 | |
| 15398 | 1 | |
| 16000 | 1 |
| Value | Count | Frequency (%) |
| 9320156 | 1 | |
| 2200000 | 1 | |
| 1952220 | 1 | |
| 1765970 | 1 | |
| 1605578 | 1 | |
| 1592914 | 1 | |
| 1585960 | 1 | |
| 1536606 | 1 | |
| 1400000 | 2 | |
| 1380959 | 1 |
PropertyGFAParking
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 496 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8001.5261 |
| Minimum | 0 |
|---|---|
| Maximum | 512608 |
| Zeros | 2872 |
| Zeros (%) | 85.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 46400.75 |
| Maximum | 512608 |
| Range | 512608 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 32326.724 |
|---|---|
| Coefficient of variation (CV) | 4.0400698 |
| Kurtosis | 58.974892 |
| Mean | 8001.5261 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.6511908 |
| Sum | 27013152 |
| Variance | 1.0450171 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2872 | |
| 13320 | 3 | 0.1% |
| 10800 | 2 | 0.1% |
| 20416 | 2 | 0.1% |
| 30000 | 2 | 0.1% |
| 22000 | 2 | 0.1% |
| 100176 | 2 | 0.1% |
| 25800 | 2 | 0.1% |
| 12960 | 2 | 0.1% |
| 756 | 1 | < 0.1% |
| Other values (486) | 486 | 14.4% |
| Value | Count | Frequency (%) |
| 0 | 2872 | |
| 38 | 1 | < 0.1% |
| 260 | 1 | < 0.1% |
| 415 | 1 | < 0.1% |
| 604 | 1 | < 0.1% |
| 756 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 919 | 1 | < 0.1% |
| 1263 | 1 | < 0.1% |
| 1392 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 512608 | 1 | |
| 407795 | 1 | |
| 389860 | 1 | |
| 368980 | 1 | |
| 335109 | 1 | |
| 327680 | 1 | |
| 319400 | 1 | |
| 303707 | 1 | |
| 285688 | 1 | |
| 285000 | 1 |
PropertyGFABuilding(s)
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 3193 |
|---|---|
| Distinct (%) | 94.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86832.011 |
| Minimum | 3636 |
|---|---|
| Maximum | 9320156 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 3636 |
|---|---|
| 5-th percentile | 21021 |
| Q1 | 27756 |
| median | 43216 |
| Q3 | 84276.25 |
| 95-th percentile | 282658.5 |
| Maximum | 9320156 |
| Range | 9316520 |
| Interquartile range (IQR) | 56520.25 |
Descriptive statistics
| Standard deviation | 207939.81 |
|---|---|
| Coefficient of variation (CV) | 2.3947368 |
| Kurtosis | 1161.3603 |
| Mean | 86832.011 |
| Median Absolute Deviation (MAD) | 18958.5 |
| Skewness | 27.624391 |
| Sum | 2.9314487 × 108 |
| Variance | 4.3238965 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36000 | 9 | 0.3% |
| 25920 | 8 | 0.2% |
| 21600 | 7 | 0.2% |
| 28800 | 7 | 0.2% |
| 24000 | 6 | 0.2% |
| 30240 | 4 | 0.1% |
| 22320 | 4 | 0.1% |
| 30720 | 4 | 0.1% |
| 25800 | 3 | 0.1% |
| 31900 | 3 | 0.1% |
| Other values (3183) | 3321 |
| Value | Count | Frequency (%) |
| 3636 | 1 | |
| 10925 | 1 | |
| 11285 | 1 | |
| 11440 | 1 | |
| 11685 | 1 | |
| 11968 | 1 | |
| 12294 | 1 | |
| 12769 | 1 | |
| 12806 | 1 | |
| 13157 | 1 |
| Value | Count | Frequency (%) |
| 9320156 | 1 | |
| 2200000 | 1 | |
| 1765970 | 1 | |
| 1632820 | 1 | |
| 1592914 | 1 | |
| 1400000 | 1 | |
| 1380959 | 1 | |
| 1323055 | 1 | |
| 1258280 | 1 | |
| 1215718 | 1 |
ENERGYSTARScore
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 100 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 843 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.918674 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 53 |
| median | 75 |
| Q3 | 90 |
| 95-th percentile | 99 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 26.873271 |
|---|---|
| Coefficient of variation (CV) | 0.39566837 |
| Kurtosis | -0.21956688 |
| Mean | 67.918674 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.85946132 |
| Sum | 172038 |
| Variance | 722.17269 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 109 | 3.2% |
| 98 | 72 | 2.1% |
| 96 | 64 | 1.9% |
| 89 | 58 | 1.7% |
| 93 | 57 | 1.7% |
| 92 | 53 | 1.6% |
| 95 | 51 | 1.5% |
| 94 | 49 | 1.5% |
| 91 | 49 | 1.5% |
| 99 | 49 | 1.5% |
| Other values (90) | 1922 | |
| (Missing) | 843 |
| Value | Count | Frequency (%) |
| 1 | 36 | |
| 2 | 10 | 0.3% |
| 3 | 13 | 0.4% |
| 4 | 5 | 0.1% |
| 5 | 10 | 0.3% |
| 6 | 8 | 0.2% |
| 7 | 10 | 0.3% |
| 8 | 10 | 0.3% |
| 9 | 5 | 0.1% |
| 10 | 10 | 0.3% |
| Value | Count | Frequency (%) |
| 100 | 109 | |
| 99 | 49 | |
| 98 | 72 | |
| 97 | 48 | |
| 96 | 64 | |
| 95 | 51 | |
| 94 | 49 | |
| 93 | 57 | |
| 92 | 53 | |
| 91 | 49 |
SiteEUI(kBtu/sf)
Real number (ℝ)
| Distinct | 1085 |
|---|---|
| Distinct (%) | 32.2% |
| Missing | 7 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.732116 |
| Minimum | 0 |
|---|---|
| Maximum | 834.40002 |
| Zeros | 16 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16.98 |
| Q1 | 27.9 |
| median | 38.599998 |
| Q3 | 60.400002 |
| 95-th percentile | 146.9 |
| Maximum | 834.40002 |
| Range | 834.40002 |
| Interquartile range (IQR) | 32.500002 |
Descriptive statistics
| Standard deviation | 56.273124 |
|---|---|
| Coefficient of variation (CV) | 1.0281555 |
| Kurtosis | 39.994568 |
| Mean | 54.732116 |
| Median Absolute Deviation (MAD) | 13.5 |
| Skewness | 4.9818857 |
| Sum | 184392.5 |
| Variance | 3166.6645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.70000076 | 17 | 0.5% |
| 28.79999924 | 17 | 0.5% |
| 0 | 16 | 0.5% |
| 24.20000076 | 16 | 0.5% |
| 32 | 15 | 0.4% |
| 26.39999962 | 14 | 0.4% |
| 31.70000076 | 14 | 0.4% |
| 28.89999962 | 14 | 0.4% |
| 29.60000038 | 13 | 0.4% |
| 22.79999924 | 13 | 0.4% |
| Other values (1075) | 3220 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 0.400000006 | 1 | < 0.1% |
| 0.699999988 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 1.399999976 | 1 | < 0.1% |
| 1.799999952 | 2 | 0.1% |
| 2.099999905 | 1 | < 0.1% |
| 2.299999952 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 3.200000048 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 834.4000244 | 1 | |
| 707.2999878 | 1 | |
| 696.7000122 | 1 | |
| 694.7000122 | 1 | |
| 639.7000122 | 1 | |
| 593.5999756 | 1 | |
| 465.5 | 1 | |
| 456.6000061 | 1 | |
| 438.2000122 | 1 | |
| 412.7000122 | 1 |
SiteEUIWN(kBtu/sf)
Real number (ℝ)
| Distinct | 1105 |
|---|---|
| Distinct (%) | 32.8% |
| Missing | 6 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.033798 |
| Minimum | 0 |
|---|---|
| Maximum | 834.40002 |
| Zeros | 29 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17.4 |
| Q1 | 29.4 |
| median | 40.900002 |
| Q3 | 64.275002 |
| 95-th percentile | 149.155 |
| Maximum | 834.40002 |
| Range | 834.40002 |
| Interquartile range (IQR) | 34.875002 |
Descriptive statistics
| Standard deviation | 57.16333 |
|---|---|
| Coefficient of variation (CV) | 1.0022711 |
| Kurtosis | 37.639503 |
| Mean | 57.033798 |
| Median Absolute Deviation (MAD) | 14.300001 |
| Skewness | 4.8275177 |
| Sum | 192203.9 |
| Variance | 3267.6463 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29 | 0.9% |
| 29.5 | 17 | 0.5% |
| 30.79999924 | 15 | 0.4% |
| 27.89999962 | 14 | 0.4% |
| 30.20000076 | 14 | 0.4% |
| 31.60000038 | 14 | 0.4% |
| 29 | 14 | 0.4% |
| 32.20000076 | 14 | 0.4% |
| 33.59999847 | 13 | 0.4% |
| 31.39999962 | 13 | 0.4% |
| Other values (1095) | 3213 |
| Value | Count | Frequency (%) |
| 0 | 29 | |
| 0.400000006 | 1 | < 0.1% |
| 0.699999988 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.799999952 | 2 | 0.1% |
| 2.099999905 | 1 | < 0.1% |
| 2.299999952 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 3.200000048 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 834.4000244 | 1 | |
| 707.2999878 | 1 | |
| 694.7000122 | 1 | |
| 693.0999756 | 1 | |
| 639.7999878 | 1 | |
| 593.5999756 | 1 | |
| 468.7000122 | 1 | |
| 467 | 1 | |
| 460.1000061 | 1 | |
| 426.6000061 | 1 |
SourceEUI(kBtu/sf)
Real number (ℝ)
| Distinct | 1648 |
|---|---|
| Distinct (%) | 48.9% |
| Missing | 9 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 134.23285 |
| Minimum | 0 |
|---|---|
| Maximum | 2620 |
| Zeros | 24 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 37.859999 |
| Q1 | 74.699997 |
| median | 96.199997 |
| Q3 | 143.89999 |
| 95-th percentile | 351.67001 |
| Maximum | 2620 |
| Range | 2620 |
| Interquartile range (IQR) | 69.199997 |
Descriptive statistics
| Standard deviation | 139.28755 |
|---|---|
| Coefficient of variation (CV) | 1.0376562 |
| Kurtosis | 77.664778 |
| Mean | 134.23285 |
| Median Absolute Deviation (MAD) | 27.799995 |
| Skewness | 6.5950437 |
| Sum | 451962 |
| Variance | 19401.023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 24 | 0.7% |
| 83.69999695 | 9 | 0.3% |
| 68.09999847 | 9 | 0.3% |
| 90.5 | 8 | 0.2% |
| 73.09999847 | 8 | 0.2% |
| 78.59999847 | 8 | 0.2% |
| 87.69999695 | 8 | 0.2% |
| 94.09999847 | 8 | 0.2% |
| 95 | 8 | 0.2% |
| 69.69999695 | 8 | 0.2% |
| Other values (1638) | 3269 | |
| (Missing) | 9 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 1.100000024 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 2.099999905 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4.300000191 | 1 | < 0.1% |
| 4.5 | 1 | < 0.1% |
| 5.800000191 | 2 | 0.1% |
| 6.400000095 | 1 | < 0.1% |
| 6.599999905 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2620 | 1 | |
| 2217.800049 | 1 | |
| 2181.300049 | 1 | |
| 2007.900024 | 1 | |
| 1527.300049 | 1 | |
| 1206.699951 | 1 | |
| 1150.300049 | 1 | |
| 1026.599976 | 1 | |
| 978.9000244 | 1 | |
| 962.0999756 | 1 |
SourceEUIWN(kBtu/sf)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1694 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 9 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137.78393 |
| Minimum | -2.0999999 |
|---|---|
| Maximum | 2620 |
| Zeros | 36 |
| Zeros (%) | 1.1% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | -2.0999999 |
|---|---|
| 5-th percentile | 37.700001 |
| Q1 | 78.400002 |
| median | 101.1 |
| Q3 | 148.35 |
| 95-th percentile | 353.86 |
| Maximum | 2620 |
| Range | 2622.1 |
| Interquartile range (IQR) | 69.949997 |
Descriptive statistics
| Standard deviation | 139.10981 |
|---|---|
| Coefficient of variation (CV) | 1.0096229 |
| Kurtosis | 77.441862 |
| Mean | 137.78393 |
| Median Absolute Deviation (MAD) | 28.5 |
| Skewness | 6.5696884 |
| Sum | 463918.5 |
| Variance | 19351.538 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 36 | 1.1% |
| 73.59999847 | 9 | 0.3% |
| 87.30000305 | 9 | 0.3% |
| 93.59999847 | 8 | 0.2% |
| 75.5 | 8 | 0.2% |
| 102.4000015 | 8 | 0.2% |
| 98.90000153 | 8 | 0.2% |
| 83.5 | 8 | 0.2% |
| 84.90000153 | 8 | 0.2% |
| 104.5999985 | 8 | 0.2% |
| Other values (1684) | 3257 | |
| (Missing) | 9 | 0.3% |
| Value | Count | Frequency (%) |
| -2.099999905 | 1 | < 0.1% |
| 0 | 36 | |
| 1.100000024 | 1 | < 0.1% |
| 2.200000048 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4.599999905 | 1 | < 0.1% |
| 5.400000095 | 1 | < 0.1% |
| 5.800000191 | 2 | 0.1% |
| 6.400000095 | 1 | < 0.1% |
| 6.599999905 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2620 | 1 | |
| 2217.800049 | 1 | |
| 2181.300049 | 1 | |
| 2008 | 1 | |
| 1527.300049 | 1 | |
| 1195.099976 | 1 | |
| 1138.400024 | 1 | |
| 1001 | 1 | |
| 978.9000244 | 1 | |
| 954 | 1 |
SiteEnergyUse(kBtu)
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 3354 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 5 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5403667.3 |
| Minimum | 0 |
|---|---|
| Maximum | 8.7392371 × 108 |
| Zeros | 18 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 491819.95 |
| Q1 | 925128.59 |
| median | 1803753.2 |
| Q3 | 4222455.2 |
| 95-th percentile | 18161625 |
| Maximum | 8.7392371 × 108 |
| Range | 8.7392371 × 108 |
| Interquartile range (IQR) | 3297326.7 |
Descriptive statistics
| Standard deviation | 21610629 |
|---|---|
| Coefficient of variation (CV) | 3.9992523 |
| Kurtosis | 858.61848 |
| Mean | 5403667.3 |
| Median Absolute Deviation (MAD) | 1074356.1 |
| Skewness | 24.841979 |
| Sum | 1.8215762 × 1010 |
| Variance | 4.6701927 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 18 | 0.5% |
| 586358.875 | 1 | < 0.1% |
| 12213423 | 1 | < 0.1% |
| 6714540 | 1 | < 0.1% |
| 4653535 | 1 | < 0.1% |
| 8163413 | 1 | < 0.1% |
| 415364.5938 | 1 | < 0.1% |
| 561473.875 | 1 | < 0.1% |
| 905750.375 | 1 | < 0.1% |
| 2253647.75 | 1 | < 0.1% |
| Other values (3344) | 3344 | |
| (Missing) | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 13409 | 1 | < 0.1% |
| 16808.90039 | 1 | < 0.1% |
| 24105.5 | 1 | < 0.1% |
| 44293.5 | 1 | < 0.1% |
| 57133.19922 | 1 | < 0.1% |
| 72370.39844 | 1 | < 0.1% |
| 79711.79688 | 1 | < 0.1% |
| 90558.70313 | 1 | < 0.1% |
| 97690.39844 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 873923712 | 1 | |
| 448385312 | 1 | |
| 293090784 | 1 | |
| 291614432 | 1 | |
| 274682208 | 1 | |
| 253832464 | 1 | |
| 163945984 | 1 | |
| 143423024 | 1 | |
| 131373880 | 1 | |
| 114648520 | 1 |
SiteEnergyUseWN(kBtu)
Real number (ℝ)
| Distinct | 3341 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 6 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5276725.7 |
| Minimum | 0 |
|---|---|
| Maximum | 4.7161386 × 108 |
| Zeros | 29 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 503320.81 |
| Q1 | 970182.23 |
| median | 1904452 |
| Q3 | 4381429.1 |
| 95-th percentile | 18203297 |
| Maximum | 4.7161386 × 108 |
| Range | 4.7161386 × 108 |
| Interquartile range (IQR) | 3411246.9 |
Descriptive statistics
| Standard deviation | 15938786 |
|---|---|
| Coefficient of variation (CV) | 3.0205827 |
| Kurtosis | 334.50502 |
| Mean | 5276725.7 |
| Median Absolute Deviation (MAD) | 1130097.2 |
| Skewness | 15.269067 |
| Sum | 1.7782566 × 1010 |
| Variance | 2.5404491 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29 | 0.9% |
| 2127889.25 | 2 | 0.1% |
| 963968.1875 | 1 | < 0.1% |
| 150167.7969 | 1 | < 0.1% |
| 1386445.375 | 1 | < 0.1% |
| 1519845.5 | 1 | < 0.1% |
| 455648.9063 | 1 | < 0.1% |
| 13089102 | 1 | < 0.1% |
| 6739209 | 1 | < 0.1% |
| 4653535 | 1 | < 0.1% |
| Other values (3331) | 3331 | |
| (Missing) | 6 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 29 | |
| 13409 | 1 | < 0.1% |
| 17260 | 1 | < 0.1% |
| 24105.5 | 1 | < 0.1% |
| 44293.5 | 1 | < 0.1% |
| 58114.19922 | 1 | < 0.1% |
| 72370.39844 | 1 | < 0.1% |
| 79967.89844 | 1 | < 0.1% |
| 90558.70313 | 1 | < 0.1% |
| 98862.89844 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 471613856 | 1 | |
| 296671744 | 1 | |
| 295929888 | 1 | |
| 274725984 | 1 | |
| 257764208 | 1 | |
| 167207104 | 1 | |
| 147299056 | 1 | |
| 137106112 | 1 | |
| 123205560 | 1 | |
| 103985264 | 1 |
SteamUse(kBtu)
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 131 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 9 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 274595.9 |
| Minimum | 0 |
|---|---|
| Maximum | 1.3494346 × 108 |
| Zeros | 3237 |
| Zeros (%) | 95.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1.3494346 × 108 |
| Range | 1.3494346 × 108 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3912173.4 |
|---|---|
| Coefficient of variation (CV) | 14.247021 |
| Kurtosis | 804.86421 |
| Mean | 274595.9 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.720888 |
| Sum | 9.2456439 × 108 |
| Variance | 1.5305101 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3237 | |
| 12508892 | 1 | < 0.1% |
| 882630.6875 | 1 | < 0.1% |
| 3578548.25 | 1 | < 0.1% |
| 1158118.25 | 1 | < 0.1% |
| 1165335.75 | 1 | < 0.1% |
| 2796766 | 1 | < 0.1% |
| 2003882 | 1 | < 0.1% |
| 1472483.375 | 1 | < 0.1% |
| 230989.2969 | 1 | < 0.1% |
| Other values (121) | 121 | 3.6% |
| (Missing) | 9 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 3237 | |
| 21230.80078 | 1 | < 0.1% |
| 137900 | 1 | < 0.1% |
| 151742.5 | 1 | < 0.1% |
| 166488.4063 | 1 | < 0.1% |
| 175780 | 1 | < 0.1% |
| 180731.7969 | 1 | < 0.1% |
| 204650 | 1 | < 0.1% |
| 230989.2969 | 1 | < 0.1% |
| 266262 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 134943456 | 1 | |
| 122575032 | 1 | |
| 84985240 | 1 | |
| 73885472 | 1 | |
| 31030194 | 1 | |
| 28438884 | 1 | |
| 21566554 | 1 | |
| 19654762 | 1 | |
| 18547858 | 1 | |
| 17548416 | 1 |
Electricity(kBtu)
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 3351 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 9 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3707612.2 |
| Minimum | -115417 |
|---|---|
| Maximum | 6.5707439 × 108 |
| Zeros | 14 |
| Zeros (%) | 0.4% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | -115417 |
|---|---|
| 5-th percentile | 247969.2 |
| Q1 | 639487 |
| median | 1177583 |
| Q3 | 2829632.5 |
| 95-th percentile | 13457587 |
| Maximum | 6.5707439 × 108 |
| Range | 6.5718981 × 108 |
| Interquartile range (IQR) | 2190145.5 |
Descriptive statistics
| Standard deviation | 14850656 |
|---|---|
| Coefficient of variation (CV) | 4.0054503 |
| Kurtosis | 1157.4989 |
| Mean | 3707612.2 |
| Median Absolute Deviation (MAD) | 684776 |
| Skewness | 28.728464 |
| Sum | 1.248353 × 1010 |
| Variance | 2.2054199 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14 | 0.4% |
| 815508 | 2 | 0.1% |
| 804194 | 2 | 0.1% |
| 1084475 | 2 | 0.1% |
| 3946027 | 1 | < 0.1% |
| 166749 | 1 | < 0.1% |
| 138179 | 1 | < 0.1% |
| 1386445 | 1 | < 0.1% |
| 564235 | 1 | < 0.1% |
| 421390 | 1 | < 0.1% |
| Other values (3341) | 3341 | |
| (Missing) | 9 | 0.3% |
| Value | Count | Frequency (%) |
| -115417 | 1 | < 0.1% |
| 0 | 14 | |
| 3 | 1 | < 0.1% |
| 6138 | 1 | < 0.1% |
| 11370 | 1 | < 0.1% |
| 13409 | 1 | < 0.1% |
| 16765 | 1 | < 0.1% |
| 16809 | 1 | < 0.1% |
| 24105 | 1 | < 0.1% |
| 26365 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 657074389 | 1 | |
| 274532495 | 1 | |
| 168683602 | 1 | |
| 150476283 | 1 | |
| 139354828 | 1 | |
| 115641210 | 1 | |
| 90060497 | 1 | |
| 87851862 | 1 | |
| 74917352 | 1 | |
| 68636822 | 1 |
NaturalGas(kBtu)
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 2109 |
|---|---|
| Distinct (%) | 62.6% |
| Missing | 9 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1368504.5 |
| Minimum | 0 |
|---|---|
| Maximum | 2.97909 × 108 |
| Zeros | 1258 |
| Zeros (%) | 37.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 323754 |
| Q3 | 1189033.5 |
| 95-th percentile | 4902372.3 |
| Maximum | 2.97909 × 108 |
| Range | 2.97909 × 108 |
| Interquartile range (IQR) | 1189033.5 |
Descriptive statistics
| Standard deviation | 6709780.8 |
|---|---|
| Coefficient of variation (CV) | 4.9030022 |
| Kurtosis | 1201.0324 |
| Mean | 1368504.5 |
| Median Absolute Deviation (MAD) | 323754 |
| Skewness | 30.03889 |
| Sum | 4.6077548 × 109 |
| Variance | 4.5021159 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1258 | |
| 226846 | 2 | 0.1% |
| 1276453 | 1 | < 0.1% |
| 248616 | 1 | < 0.1% |
| 11989 | 1 | < 0.1% |
| 767235 | 1 | < 0.1% |
| 7307702 | 1 | < 0.1% |
| 4693677 | 1 | < 0.1% |
| 5245042 | 1 | < 0.1% |
| 424865 | 1 | < 0.1% |
| Other values (2099) | 2099 | |
| (Missing) | 9 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 1258 | |
| 33 | 1 | < 0.1% |
| 153 | 1 | < 0.1% |
| 220 | 1 | < 0.1% |
| 332 | 1 | < 0.1% |
| 376 | 1 | < 0.1% |
| 708 | 1 | < 0.1% |
| 764 | 1 | < 0.1% |
| 883 | 1 | < 0.1% |
| 947 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 297909000 | 1 | |
| 138191238 | 1 | |
| 84668094 | 1 | |
| 67990538 | 1 | |
| 66746425 | 1 | |
| 56096612 | 1 | |
| 54671394 | 1 | |
| 52975694 | 1 | |
| 34685331 | 1 | |
| 32853512 | 1 |
ComplianceStatus
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 26.5 KiB |
| compliant | |
|---|---|
| error - correct default data | 113 |
| non-compliant | 37 |
| missing data | 15 |
Length
| Max length | 28 |
|---|---|
| Median length | 9 |
| Mean length | 9.693128 |
| Min length | 9 |
Characters and Unicode
| Total characters | 32724 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | compliant |
|---|---|
| 2nd row | compliant |
| 3rd row | compliant |
| 4th row | compliant |
| 5th row | compliant |
Common Values
| Value | Count | Frequency (%) |
| compliant | 3211 | |
| error - correct default data | 113 | 3.3% |
| non-compliant | 37 | 1.1% |
| missing data | 15 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| compliant | 3211 | |
| data | 128 | 3.3% |
| error | 113 | 2.9% |
| 113 | 2.9% | |
| correct | 113 | 2.9% |
| default | 113 | 2.9% |
| non-compliant | 37 | 1.0% |
| missing | 15 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3617 | |
| t | 3602 | |
| o | 3511 | |
| c | 3474 | |
| l | 3361 | |
| n | 3337 | |
| i | 3278 | |
| m | 3263 | |
| p | 3248 | |
| r | 565 | 1.7% |
| Other values (8) | 1468 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32107 | |
| Space Separator | 467 | 1.4% |
| Dash Punctuation | 150 | 0.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 3617 | |
| t | 3602 | |
| o | 3511 | |
| c | 3474 | |
| l | 3361 | |
| n | 3337 | |
| i | 3278 | |
| m | 3263 | |
| p | 3248 | |
| r | 565 | 1.8% |
| Other values (6) | 851 | 2.7% |
Space Separator
| Value | Count | Frequency (%) |
| 467 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 32107 | |
| Common | 617 | 1.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 3617 | |
| t | 3602 | |
| o | 3511 | |
| c | 3474 | |
| l | 3361 | |
| n | 3337 | |
| i | 3278 | |
| m | 3263 | |
| p | 3248 | |
| r | 565 | 1.8% |
| Other values (6) | 851 | 2.7% |
Common
| Value | Count | Frequency (%) |
| 467 | ||
| - | 150 | 24.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 32724 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 3617 | |
| t | 3602 | |
| o | 3511 | |
| c | 3474 | |
| l | 3361 | |
| n | 3337 | |
| i | 3278 | |
| m | 3263 | |
| p | 3248 | |
| r | 565 | 1.7% |
| Other values (8) | 1468 |
Outlier
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 3344 |
| Missing (%) | 99.1% |
| Memory size | 26.5 KiB |
| low outlier | |
|---|---|
| high outlier |
Length
| Max length | 12 |
|---|---|
| Median length | 11 |
| Mean length | 11.28125 |
| Min length | 11 |
Characters and Unicode
| Total characters | 361 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high outlier |
|---|---|
| 2nd row | low outlier |
| 3rd row | low outlier |
| 4th row | high outlier |
| 5th row | low outlier |
Common Values
| Value | Count | Frequency (%) |
| low outlier | 23 | 0.7% |
| high outlier | 9 | 0.3% |
| (Missing) | 3344 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| outlier | 32 | |
| low | 23 | |
| high | 9 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 55 | |
| o | 55 | |
| i | 41 | |
| 32 | ||
| u | 32 | |
| t | 32 | |
| e | 32 | |
| r | 32 | |
| w | 23 | |
| h | 18 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 329 | |
| Space Separator | 32 | 8.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 55 | |
| o | 55 | |
| i | 41 | |
| u | 32 | |
| t | 32 | |
| e | 32 | |
| r | 32 | |
| w | 23 | |
| h | 18 | 5.5% |
| g | 9 | 2.7% |
Space Separator
| Value | Count | Frequency (%) |
| 32 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 329 | |
| Common | 32 | 8.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 55 | |
| o | 55 | |
| i | 41 | |
| u | 32 | |
| t | 32 | |
| e | 32 | |
| r | 32 | |
| w | 23 | |
| h | 18 | 5.5% |
| g | 9 | 2.7% |
Common
| Value | Count | Frequency (%) |
| 32 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 361 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 55 | |
| o | 55 | |
| i | 41 | |
| 32 | ||
| u | 32 | |
| t | 32 | |
| e | 32 | |
| r | 32 | |
| w | 23 | |
| h | 18 | 5.0% |
TotalGHGEmissions
Real number (ℝ)
| Distinct | 2818 |
|---|---|
| Distinct (%) | 83.7% |
| Missing | 9 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.72397 |
| Minimum | -0.8 |
|---|---|
| Maximum | 16870.98 |
| Zeros | 9 |
| Zeros (%) | 0.3% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | -0.8 |
|---|---|
| 5-th percentile | 3.78 |
| Q1 | 9.495 |
| median | 33.92 |
| Q3 | 93.94 |
| 95-th percentile | 392.797 |
| Maximum | 16870.98 |
| Range | 16871.78 |
| Interquartile range (IQR) | 84.445 |
Descriptive statistics
| Standard deviation | 538.83223 |
|---|---|
| Coefficient of variation (CV) | 4.5006211 |
| Kurtosis | 474.89222 |
| Mean | 119.72397 |
| Median Absolute Deviation (MAD) | 27.94 |
| Skewness | 19.481875 |
| Sum | 403110.61 |
| Variance | 290340.17 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9 | 0.3% |
| 3.95 | 7 | 0.2% |
| 4.2 | 6 | 0.2% |
| 5.46 | 6 | 0.2% |
| 4.74 | 5 | 0.1% |
| 5.07 | 5 | 0.1% |
| 6.18 | 5 | 0.1% |
| 3.63 | 5 | 0.1% |
| 4.8 | 5 | 0.1% |
| 4.02 | 5 | 0.1% |
| Other values (2808) | 3309 | |
| (Missing) | 9 | 0.3% |
| Value | Count | Frequency (%) |
| -0.8 | 1 | < 0.1% |
| 0 | 9 | |
| 0.09 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.31 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.63 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16870.98 | 1 | |
| 12307.16 | 1 | |
| 11140.56 | 1 | |
| 10734.57 | 1 | |
| 8145.52 | 1 | |
| 6330.91 | 1 | |
| 4906.33 | 1 | |
| 3995.45 | 1 | |
| 3768.66 | 1 | |
| 3278.11 | 1 |
GHGEmissionsIntensity
Real number (ℝ)
| Distinct | 511 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 9 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1759162 |
| Minimum | -0.02 |
|---|---|
| Maximum | 34.09 |
| Zeros | 12 |
| Zeros (%) | 0.4% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 26.5 KiB |
Quantile statistics
| Minimum | -0.02 |
|---|---|
| 5-th percentile | 0.13 |
| Q1 | 0.21 |
| median | 0.61 |
| Q3 | 1.37 |
| 95-th percentile | 3.961 |
| Maximum | 34.09 |
| Range | 34.11 |
| Interquartile range (IQR) | 1.16 |
Descriptive statistics
| Standard deviation | 1.8214518 |
|---|---|
| Coefficient of variation (CV) | 1.5489639 |
| Kurtosis | 57.372156 |
| Mean | 1.1759162 |
| Median Absolute Deviation (MAD) | 0.44 |
| Skewness | 5.5931448 |
| Sum | 3959.31 |
| Variance | 3.3176866 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.17 | 99 | 2.9% |
| 0.15 | 99 | 2.9% |
| 0.16 | 96 | 2.8% |
| 0.18 | 86 | 2.5% |
| 0.19 | 78 | 2.3% |
| 0.2 | 70 | 2.1% |
| 0.13 | 66 | 2.0% |
| 0.14 | 62 | 1.8% |
| 0.21 | 60 | 1.8% |
| 0.22 | 54 | 1.6% |
| Other values (501) | 2597 |
| Value | Count | Frequency (%) |
| -0.02 | 1 | < 0.1% |
| 0 | 12 | |
| 0.01 | 4 | 0.1% |
| 0.02 | 4 | 0.1% |
| 0.03 | 7 | |
| 0.04 | 9 | |
| 0.05 | 9 | |
| 0.06 | 16 | |
| 0.07 | 8 | |
| 0.08 | 8 |
| Value | Count | Frequency (%) |
| 34.09 | 1 | |
| 25.71 | 1 | |
| 16.99 | 1 | |
| 16.93 | 1 | |
| 16.91 | 1 | |
| 16.38 | 1 | |
| 15.42 | 1 | |
| 14.94 | 1 | |
| 14.89 | 1 | |
| 14.32 | 1 |
| ZipCode | YearBuilt | NumberofBuildings | NumberofFloors | PropertyGFATotal | PropertyGFAParking | PropertyGFABuilding(s) | ENERGYSTARScore | SiteEUI(kBtu/sf) | SiteEUIWN(kBtu/sf) | SourceEUI(kBtu/sf) | SourceEUIWN(kBtu/sf) | SiteEnergyUse(kBtu) | SiteEnergyUseWN(kBtu) | SteamUse(kBtu) | Electricity(kBtu) | NaturalGas(kBtu) | TotalGHGEmissions | GHGEmissionsIntensity | BuildingType | PrimaryPropertyType | Neighborhood | ComplianceStatus | Outlier | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ZipCode | 1.000 | 0.089 | 0.014 | -0.228 | -0.089 | -0.126 | -0.076 | -0.001 | -0.132 | -0.128 | -0.108 | -0.108 | -0.119 | -0.116 | -0.202 | -0.084 | -0.047 | -0.126 | -0.092 | 0.053 | 0.078 | 0.254 | 0.037 | 0.000 |
| YearBuilt | 0.089 | 1.000 | 0.035 | 0.292 | 0.312 | 0.242 | 0.283 | 0.075 | -0.060 | -0.083 | 0.063 | 0.042 | 0.159 | 0.147 | -0.136 | 0.303 | -0.016 | 0.027 | -0.196 | 0.158 | 0.186 | 0.176 | 0.059 | 0.446 |
| NumberofBuildings | 0.014 | 0.035 | 1.000 | -0.023 | 0.069 | 0.006 | 0.068 | 0.037 | 0.007 | 0.000 | -0.003 | -0.009 | 0.057 | 0.050 | 0.018 | 0.049 | 0.033 | 0.049 | 0.016 | 0.240 | 0.136 | 0.014 | 0.000 | 1.000 |
| NumberofFloors | -0.228 | 0.292 | -0.023 | 1.000 | 0.440 | 0.262 | 0.431 | 0.118 | 0.027 | 0.002 | 0.099 | 0.085 | 0.290 | 0.275 | 0.160 | 0.348 | 0.007 | 0.175 | -0.102 | 0.262 | 0.276 | 0.140 | 0.000 | 0.000 |
| PropertyGFATotal | -0.089 | 0.312 | 0.069 | 0.440 | 1.000 | 0.345 | 0.983 | 0.074 | 0.189 | 0.163 | 0.211 | 0.187 | 0.753 | 0.737 | 0.171 | 0.768 | 0.300 | 0.579 | 0.068 | 0.144 | 0.173 | 0.057 | 0.000 | 1.000 |
| PropertyGFAParking | -0.126 | 0.242 | 0.006 | 0.262 | 0.345 | 1.000 | 0.221 | 0.010 | 0.199 | 0.179 | 0.247 | 0.230 | 0.304 | 0.291 | 0.059 | 0.329 | 0.054 | 0.208 | -0.009 | 0.052 | 0.155 | 0.058 | 0.000 | 1.000 |
| PropertyGFABuilding(s) | -0.076 | 0.283 | 0.068 | 0.431 | 0.983 | 0.221 | 1.000 | 0.074 | 0.165 | 0.141 | 0.180 | 0.158 | 0.738 | 0.723 | 0.174 | 0.748 | 0.305 | 0.574 | 0.074 | 0.166 | 0.190 | 0.047 | 0.000 | 1.000 |
| ENERGYSTARScore | -0.001 | 0.075 | 0.037 | 0.118 | 0.074 | 0.010 | 0.074 | 1.000 | -0.459 | -0.460 | -0.526 | -0.536 | -0.191 | -0.191 | -0.032 | -0.197 | -0.056 | -0.118 | -0.237 | 0.115 | 0.118 | 0.054 | 0.120 | 0.976 |
| SiteEUI(kBtu/sf) | -0.132 | -0.060 | 0.007 | 0.027 | 0.189 | 0.199 | 0.165 | -0.459 | 1.000 | 0.987 | 0.872 | 0.869 | 0.714 | 0.706 | 0.178 | 0.502 | 0.525 | 0.713 | 0.759 | 0.133 | 0.275 | 0.054 | 0.032 | 0.966 |
| SiteEUIWN(kBtu/sf) | -0.128 | -0.083 | 0.000 | 0.002 | 0.163 | 0.179 | 0.141 | -0.460 | 0.987 | 1.000 | 0.842 | 0.864 | 0.692 | 0.709 | 0.165 | 0.465 | 0.543 | 0.709 | 0.774 | 0.133 | 0.267 | 0.051 | 0.030 | 0.966 |
| SourceEUI(kBtu/sf) | -0.108 | 0.063 | -0.003 | 0.099 | 0.211 | 0.247 | 0.180 | -0.526 | 0.872 | 0.842 | 1.000 | 0.986 | 0.643 | 0.625 | 0.160 | 0.660 | 0.216 | 0.474 | 0.439 | 0.111 | 0.241 | 0.017 | 0.056 | 0.527 |
| SourceEUIWN(kBtu/sf) | -0.108 | 0.042 | -0.009 | 0.085 | 0.187 | 0.230 | 0.158 | -0.536 | 0.869 | 0.864 | 0.986 | 1.000 | 0.625 | 0.633 | 0.147 | 0.631 | 0.225 | 0.467 | 0.447 | 0.114 | 0.253 | 0.000 | 0.052 | 0.527 |
| SiteEnergyUse(kBtu) | -0.119 | 0.159 | 0.057 | 0.290 | 0.753 | 0.304 | 0.738 | -0.191 | 0.714 | 0.692 | 0.643 | 0.625 | 1.000 | 0.986 | 0.216 | 0.862 | 0.569 | 0.875 | 0.556 | 0.156 | 0.277 | 0.000 | 0.000 | 1.000 |
| SiteEnergyUseWN(kBtu) | -0.116 | 0.147 | 0.050 | 0.275 | 0.737 | 0.291 | 0.723 | -0.191 | 0.706 | 0.709 | 0.625 | 0.633 | 0.986 | 1.000 | 0.203 | 0.837 | 0.584 | 0.873 | 0.565 | 0.139 | 0.298 | 0.036 | 0.000 | 1.000 |
| SteamUse(kBtu) | -0.202 | -0.136 | 0.018 | 0.160 | 0.171 | 0.059 | 0.174 | -0.032 | 0.178 | 0.165 | 0.160 | 0.147 | 0.216 | 0.203 | 1.000 | 0.177 | -0.014 | 0.255 | 0.208 | 0.085 | 0.282 | 0.000 | 0.000 | 1.000 |
| Electricity(kBtu) | -0.084 | 0.303 | 0.049 | 0.348 | 0.768 | 0.329 | 0.748 | -0.197 | 0.502 | 0.465 | 0.660 | 0.631 | 0.862 | 0.837 | 0.177 | 1.000 | 0.223 | 0.573 | 0.181 | 0.112 | 0.238 | 0.000 | 0.000 | 1.000 |
| NaturalGas(kBtu) | -0.047 | -0.016 | 0.033 | 0.007 | 0.300 | 0.054 | 0.305 | -0.056 | 0.525 | 0.543 | 0.216 | 0.225 | 0.569 | 0.584 | -0.014 | 0.223 | 1.000 | 0.831 | 0.815 | 0.155 | 0.259 | 0.000 | 0.000 | 1.000 |
| TotalGHGEmissions | -0.126 | 0.027 | 0.049 | 0.175 | 0.579 | 0.208 | 0.574 | -0.118 | 0.713 | 0.709 | 0.474 | 0.467 | 0.875 | 0.873 | 0.255 | 0.573 | 0.831 | 1.000 | 0.824 | 0.126 | 0.259 | 0.000 | 0.000 | 1.000 |
| GHGEmissionsIntensity | -0.092 | -0.196 | 0.016 | -0.102 | 0.068 | -0.009 | 0.074 | -0.237 | 0.759 | 0.774 | 0.439 | 0.447 | 0.556 | 0.565 | 0.208 | 0.181 | 0.815 | 0.824 | 1.000 | 0.126 | 0.268 | 0.000 | 0.008 | 0.624 |
| BuildingType | 0.053 | 0.158 | 0.240 | 0.262 | 0.144 | 0.052 | 0.166 | 0.115 | 0.133 | 0.133 | 0.111 | 0.114 | 0.156 | 0.139 | 0.085 | 0.112 | 0.155 | 0.126 | 0.126 | 1.000 | 0.732 | 0.203 | 0.451 | 0.175 |
| PrimaryPropertyType | 0.078 | 0.186 | 0.136 | 0.276 | 0.173 | 0.155 | 0.190 | 0.118 | 0.275 | 0.267 | 0.241 | 0.253 | 0.277 | 0.298 | 0.282 | 0.238 | 0.259 | 0.259 | 0.268 | 0.732 | 1.000 | 0.234 | 0.381 | 0.233 |
| Neighborhood | 0.254 | 0.176 | 0.014 | 0.140 | 0.057 | 0.058 | 0.047 | 0.054 | 0.054 | 0.051 | 0.017 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.203 | 0.234 | 1.000 | 0.098 | 0.393 |
| ComplianceStatus | 0.037 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.120 | 0.032 | 0.030 | 0.056 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.451 | 0.381 | 0.098 | 1.000 | 0.000 |
| Outlier | 0.000 | 0.446 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.976 | 0.966 | 0.966 | 0.527 | 0.527 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.624 | 0.175 | 0.233 | 0.393 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| BuildingType | PrimaryPropertyType | ZipCode | Neighborhood | YearBuilt | NumberofBuildings | NumberofFloors | PropertyGFATotal | PropertyGFAParking | PropertyGFABuilding(s) | ENERGYSTARScore | SiteEUI(kBtu/sf) | SiteEUIWN(kBtu/sf) | SourceEUI(kBtu/sf) | SourceEUIWN(kBtu/sf) | SiteEnergyUse(kBtu) | SiteEnergyUseWN(kBtu) | SteamUse(kBtu) | Electricity(kBtu) | NaturalGas(kBtu) | ComplianceStatus | Outlier | TotalGHGEmissions | GHGEmissionsIntensity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | nonresidential | hotel | 98101.0 | downtown | 1927 | 1.0 | 12 | 88434 | 0 | 88434 | 60.0 | 81.699997 | 84.300003 | 182.500000 | 189.000000 | 7226362.5 | 7456910.0 | 2.003882e+06 | 3946027.0 | 1276453.0 | compliant | NaN | 249.98 | 2.83 |
| 1 | nonresidential | hotel | 98101.0 | downtown | 1996 | 1.0 | 11 | 103566 | 15064 | 88502 | 61.0 | 94.800003 | 97.900002 | 176.100006 | 179.399994 | 8387933.0 | 8664479.0 | 0.000000e+00 | 3242851.0 | 5145082.0 | compliant | NaN | 295.86 | 2.86 |
| 2 | nonresidential | hotel | 98101.0 | downtown | 1969 | 1.0 | 41 | 956110 | 196718 | 759392 | 43.0 | 96.000000 | 97.699997 | 241.899994 | 244.100006 | 72587024.0 | 73937112.0 | 2.156655e+07 | 49526664.0 | 1493800.0 | compliant | NaN | 2089.28 | 2.19 |
| 3 | nonresidential | hotel | 98101.0 | downtown | 1926 | 1.0 | 10 | 61320 | 0 | 61320 | 56.0 | 110.800003 | 113.300003 | 216.199997 | 224.000000 | 6794584.0 | 6946800.5 | 2.214446e+06 | 2768924.0 | 1811213.0 | compliant | NaN | 286.43 | 4.67 |
| 4 | nonresidential | hotel | 98121.0 | downtown | 1980 | 1.0 | 18 | 175580 | 62000 | 113580 | 75.0 | 114.800003 | 118.699997 | 211.399994 | 215.600006 | 14172606.0 | 14656503.0 | 0.000000e+00 | 5368607.0 | 8803998.0 | compliant | NaN | 505.01 | 2.88 |
| 5 | nonresidential cos | other | 98101.0 | downtown | 1999 | 1.0 | 2 | 97288 | 37198 | 60090 | NaN | 136.100006 | 141.600006 | 316.299988 | 320.500000 | 12086616.0 | 12581712.0 | 0.000000e+00 | 7371434.0 | 4715182.0 | compliant | NaN | 301.81 | 3.10 |
| 6 | nonresidential | hotel | 98101.0 | downtown | 1926 | 1.0 | 11 | 83008 | 0 | 83008 | 27.0 | 70.800003 | 74.500000 | 146.600006 | 154.699997 | 5758795.0 | 6062767.5 | 0.000000e+00 | 2811215.0 | 2947580.0 | compliant | NaN | 176.14 | 2.12 |
| 7 | nonresidential | other | 98101.0 | downtown | 1926 | 1.0 | 8 | 102761 | 0 | 102761 | NaN | 61.299999 | 68.800003 | 141.699997 | 152.300003 | 6298131.5 | 7067881.5 | 2.276286e+06 | 3636655.0 | 385189.0 | compliant | NaN | 221.51 | 2.16 |
| 8 | nonresidential | hotel | 98104.0 | downtown | 1904 | 1.0 | 15 | 163984 | 0 | 163984 | 43.0 | 83.699997 | 86.599998 | 180.899994 | 187.199997 | 13723820.0 | 14194054.0 | 0.000000e+00 | 7297919.0 | 6425900.0 | compliant | NaN | 392.16 | 2.39 |
| 9 | multifamily mr (5-9) | mid-rise multifamily | 98104.0 | downtown | 1910 | 1.0 | 6 | 63712 | 1496 | 62216 | 1.0 | 81.500000 | 85.599998 | 182.699997 | 187.399994 | 4573777.0 | 4807679.5 | 1.039735e+06 | 2532015.0 | 1002026.0 | compliant | NaN | 151.12 | 2.37 |
| BuildingType | PrimaryPropertyType | ZipCode | Neighborhood | YearBuilt | NumberofBuildings | NumberofFloors | PropertyGFATotal | PropertyGFAParking | PropertyGFABuilding(s) | ENERGYSTARScore | SiteEUI(kBtu/sf) | SiteEUIWN(kBtu/sf) | SourceEUI(kBtu/sf) | SourceEUIWN(kBtu/sf) | SiteEnergyUse(kBtu) | SiteEnergyUseWN(kBtu) | SteamUse(kBtu) | Electricity(kBtu) | NaturalGas(kBtu) | ComplianceStatus | Outlier | TotalGHGEmissions | GHGEmissionsIntensity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3366 | nonresidential cos | office | NaN | magnolia / queen anne | 1952 | 1.0 | 1 | 13661 | 0 | 13661 | 75.0 | 36.799999 | 40.900002 | 115.500000 | 128.399994 | 5.026677e+05 | 5.585251e+05 | 0.0 | 5.026678e+05 | 0.000000e+00 | error - correct default data | NaN | 3.50 | 0.26 |
| 3367 | nonresidential cos | other | NaN | east | 1912 | 1.0 | 1 | 23445 | 0 | 23445 | NaN | 254.899994 | 286.500000 | 380.100006 | 413.200012 | 5.976246e+06 | 6.716330e+06 | 0.0 | 1.260870e+06 | 4.715376e+06 | compliant | NaN | 259.22 | 11.06 |
| 3368 | nonresidential cos | mixed use property | NaN | central | 1994 | 1.0 | 1 | 20050 | 0 | 20050 | NaN | 90.400002 | 99.400002 | 175.199997 | 184.600006 | 1.813404e+06 | 1.993137e+06 | 0.0 | 7.694531e+05 | 1.043951e+06 | compliant | NaN | 60.81 | 3.03 |
| 3369 | nonresidential cos | office | NaN | southeast | 1960 | 1.0 | 1 | 15398 | 0 | 15398 | 93.0 | 25.200001 | 26.900000 | 64.099998 | 66.699997 | 3.878100e+05 | 4.141724e+05 | 0.0 | 2.775369e+05 | 1.102730e+05 | error - correct default data | NaN | 7.79 | 0.51 |
| 3370 | nonresidential cos | other | NaN | delridge neighborhoods | 1982 | 1.0 | 1 | 18261 | 0 | 18261 | NaN | 51.000000 | 56.200001 | 126.000000 | 136.600006 | 9.320821e+05 | 1.025432e+06 | 0.0 | 6.323620e+05 | 2.997200e+05 | compliant | NaN | 20.33 | 1.11 |
| 3371 | nonresidential cos | office | NaN | greater duwamish | 1990 | 1.0 | 1 | 12294 | 0 | 12294 | 46.0 | 69.099998 | 76.699997 | 161.699997 | 176.100006 | 8.497457e+05 | 9.430032e+05 | 0.0 | 5.242709e+05 | 3.254750e+05 | error - correct default data | NaN | 20.94 | 1.70 |
| 3372 | nonresidential cos | other | NaN | downtown | 2004 | 1.0 | 1 | 16000 | 0 | 16000 | NaN | 59.400002 | 65.900002 | 114.199997 | 118.900002 | 9.502762e+05 | 1.053706e+06 | 0.0 | 3.965461e+05 | 5.537300e+05 | compliant | NaN | 32.17 | 2.01 |
| 3373 | nonresidential cos | other | NaN | magnolia / queen anne | 1974 | 1.0 | 1 | 13157 | 0 | 13157 | NaN | 438.200012 | 460.100006 | 744.799988 | 767.799988 | 5.765898e+06 | 6.053764e+06 | 0.0 | 1.792159e+06 | 3.973739e+06 | compliant | NaN | 223.54 | 16.99 |
| 3374 | nonresidential cos | mixed use property | NaN | greater duwamish | 1989 | 1.0 | 1 | 14101 | 0 | 14101 | NaN | 51.000000 | 55.500000 | 105.300003 | 110.800003 | 7.194712e+05 | 7.828413e+05 | 0.0 | 3.488702e+05 | 3.706010e+05 | compliant | NaN | 22.11 | 1.57 |
| 3375 | nonresidential cos | mixed use property | NaN | greater duwamish | 1938 | 1.0 | 1 | 18258 | 0 | 18258 | NaN | 63.099998 | 70.900002 | 115.800003 | 123.900002 | 1.152896e+06 | 1.293722e+06 | 0.0 | 4.325542e+05 | 7.203420e+05 | compliant | NaN | 41.27 | 2.26 |